{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 55/55 [06:00<00:00,  6.55s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "from math import sin,cos\n",
    "from pylab import rcParams\n",
    "rcParams['figure.figsize']=10,10\n",
    "lim=np.sqrt(2)/2\n",
    "\n",
    "def radial_gradient(color,radii):\n",
    "    colors=[]\n",
    "    for r in radii:\n",
    "        colorr=r*color+(1-r)*np.array([1,1,1])\n",
    "        colors.append(colorr)\n",
    "    return colors\n",
    "\n",
    "def add_colors(colorwheel,cname,col,channel,key):\n",
    "    if key==0:\n",
    "        colorwheel[col:col+cname,channel]=255\n",
    "        colorwheel[col:col+cname,(channel+1)%3]=np.floor(255*np.arange(cname)/cname)\n",
    "    elif key==1:\n",
    "        colorwheel[col:col+cname,channel]=255-np.floor(255*np.arange(cname)/cname)\n",
    "        colorwheel[col:col+cname,(channel+1)%3]=255\n",
    "\n",
    "def gen_colorwheel():\n",
    "    RY,YG,GC,CB,BM,MR=15,6,4,11,13,6\n",
    "    ncols=RY+YG+GC+CB+BM+MR\n",
    "    colorwheel=np.zeros((ncols,3))\n",
    "    col=0\n",
    "\n",
    "    add_colors(colorwheel,RY,col,0,0)\n",
    "    col=col+RY\n",
    "    add_colors(colorwheel,YG,col,0,1)\n",
    "    col=col+YG\n",
    "    add_colors(colorwheel,GC,col,1,0)\n",
    "    col=col+GC\n",
    "    add_colors(colorwheel,CB,col,1,1)\n",
    "    col=col+CB\n",
    "    add_colors(colorwheel,BM,col,2,0)\n",
    "    col=col+BM\n",
    "    add_colors(colorwheel,MR,col,2,1)\n",
    "    return colorwheel/255.0\n",
    "\n",
    "color_wheel=gen_colorwheel()\n",
    "\n",
    "def plot_colorwheel(colorwheel,steps):\n",
    "    theta=(2*np.pi)/colorwheel.shape[0]\n",
    "    x=np.linspace(0,1,100)\n",
    "    N=colorwheel.shape[0]\n",
    "    for i in tqdm(range(N)):\n",
    "        angles=np.linspace(i*theta,(i+1)*theta,steps)\n",
    "        colors=np.linspace(colorwheel[i],colorwheel[(i+1)%N],steps)\n",
    "        for j in range(steps):\n",
    "            color=colors[j]\n",
    "            line=radial_gradient(color,x)\n",
    "            for k in range(len(x)):\n",
    "                plt.scatter(x[k]*cos(angles[j]),-x[k]*sin(angles[j]),color=line[k])\n",
    "                plt.axis('off')\n",
    "                plt.xlim(-lim,lim)\n",
    "                plt.ylim(-lim,lim)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('colorwheel.png')\n",
    "plot_colorwheel(color_wheel,20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def plot_vectors(max_length=5, size=257, step=16):\n",
    "    plt.xlim(8, size-8)\n",
    "    plt.ylim(8, size-8)\n",
    "    plt.axis(\"off\")\n",
    "    width, height = size, size\n",
    "    center = (height // 2, width // 2)\n",
    "    max_norm = np.sqrt(center[0] ** 2 + center[1] ** 2)\n",
    "    for i in range(0, height, step):\n",
    "        for j in range(0, width, step):\n",
    "            v = (i - center[0], j - center[1])\n",
    "            norm_v = np.sqrt(v[0] ** 2 + v[1] ** 2) + 1e-12\n",
    "            unit_v = (v[0] / norm_v, v[1] / norm_v)\n",
    "            delta = max_length * norm_v / max_norm\n",
    "            if norm_v == 1e-12:\n",
    "                plt.plot(j, i, \"ko\", markersize=0.6)\n",
    "            else:\n",
    "                plt.arrow(j, i, unit_v[1] * delta, unit_v[0] * delta, width=0.3 * delta, color=\"k\")\n",
    "    plt.tight_layout()\n",
    "#     plt.show()\n",
    "    plt.savefig('vectorwheel.pdf')\n",
    "    \n",
    "plot_vectors()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
